Overview
Brought to you by YData
Dataset statistics
| Number of variables | 40 |
|---|---|
| Number of observations | 5906 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 801.7 KiB |
| Average record size in memory | 139.0 B |
Variable types
| Numeric | 11 |
|---|---|
| Categorical | 2 |
| Boolean | 27 |
regla_duracion_pct_ok has constant value "True" | Constant |
estado_civil_CASADO is highly overall correlated with estado_civil_SOLTERO | High correlation |
estado_civil_SOLTERO is highly overall correlated with estado_civil_CASADO | High correlation |
estado_cliente_ACTIVO is highly overall correlated with estado_cliente_PASIVO and 2 other fields | High correlation |
estado_cliente_PASIVO is highly overall correlated with estado_cliente_ACTIVO and 2 other fields | High correlation |
falta_pago_N is highly overall correlated with estado_cliente_ACTIVO and 3 other fields | High correlation |
falta_pago_Y is highly overall correlated with estado_cliente_ACTIVO and 3 other fields | High correlation |
gastos_ult_12m is highly overall correlated with operaciones_ult_12m | High correlation |
genero_F is highly overall correlated with genero_M | High correlation |
genero_M is highly overall correlated with genero_F | High correlation |
importe_solicitado is highly overall correlated with pct_ingreso | High correlation |
operaciones_ult_12m is highly overall correlated with gastos_ult_12m | High correlation |
pct_ingreso is highly overall correlated with importe_solicitado | High correlation |
situacion_vivienda_ALQUILER is highly overall correlated with situacion_vivienda_HIPOTECA | High correlation |
situacion_vivienda_HIPOTECA is highly overall correlated with situacion_vivienda_ALQUILER | High correlation |
tasa_interes is highly overall correlated with falta_pago_N and 1 other fields | High correlation |
situacion_vivienda_OTROS is highly imbalanced (96.3%) | Imbalance |
situacion_vivienda_PROPIA is highly imbalanced (63.4%) | Imbalance |
objetivo_credito_MEJORAS_HOGAR is highly imbalanced (57.6%) | Imbalance |
estado_civil_DESCONOCIDO is highly imbalanced (62.8%) | Imbalance |
estado_civil_DIVORCIADO is highly imbalanced (63.1%) | Imbalance |
nivel_educativo_POSGRADO_COMPLETO is highly imbalanced (73.3%) | Imbalance |
nivel_educativo_POSGRADO_INCOMPLETO is highly imbalanced (71.6%) | Imbalance |
antiguedad_empleado has 842 (14.3%) zeros | Zeros |
personas_a_cargo has 515 (8.7%) zeros | Zeros |
Reproduction
| Analysis started | 2025-07-12 15:25:37.926970 |
|---|---|
| Analysis finished | 2025-07-12 15:25:52.448955 |
| Duration | 14.52 seconds |
| Software version | ydata-profiling vv4.13.0 |
| Download configuration | config.json |
Variables
edad
Real number (ℝ)
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 23.552997 |
| Minimum | 20 |
|---|---|
| Maximum | 26 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 92.3 KiB |
Quantile statistics
| Minimum | 20 |
|---|---|
| 5-th percentile | 21 |
| Q1 | 22 |
| median | 23 |
| Q3 | 25 |
| 95-th percentile | 26 |
| Maximum | 26 |
| Range | 6 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 1.515481 |
|---|---|
| Coefficient of variation (CV) | 0.064343449 |
| Kurtosis | -1.0679789 |
| Mean | 23.552997 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.10280177 |
| Sum | 139104 |
| Variance | 2.2966828 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 22 | 1311 | |
| 23 | 1254 | |
| 24 | 1104 | |
| 25 | 990 | |
| 26 | 798 | |
| 21 | 446 | 7.6% |
| 20 | 3 | 0.1% |
| Value | Count | Frequency (%) |
| 20 | 3 | 0.1% |
| 21 | 446 | 7.6% |
| 22 | 1311 | |
| 23 | 1254 | |
| 24 | 1104 | |
| 25 | 990 | |
| 26 | 798 |
| Value | Count | Frequency (%) |
| 26 | 798 | |
| 25 | 990 | |
| 24 | 1104 | |
| 23 | 1254 | |
| 22 | 1311 | |
| 21 | 446 | 7.6% |
| 20 | 3 | 0.1% |
importe_solicitado
Real number (ℝ)
High correlation 
| Distinct | 415 |
|---|---|
| Distinct (%) | 7.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8231.0913 |
| Minimum | 500 |
|---|---|
| Maximum | 35000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 92.3 KiB |
Quantile statistics
| Minimum | 500 |
|---|---|
| 5-th percentile | 2000 |
| Q1 | 4500 |
| median | 6600 |
| Q3 | 10000 |
| 95-th percentile | 20000 |
| Maximum | 35000 |
| Range | 34500 |
| Interquartile range (IQR) | 5500 |
Descriptive statistics
| Standard deviation | 5801.701 |
|---|---|
| Coefficient of variation (CV) | 0.70485198 |
| Kurtosis | 2.3300522 |
| Mean | 8231.0913 |
| Median Absolute Deviation (MAD) | 2600 |
| Skewness | 1.5266463 |
| Sum | 48612825 |
| Variance | 33659734 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 5000 | 455 | 7.7% |
| 6000 | 439 | 7.4% |
| 8000 | 336 | 5.7% |
| 7000 | 269 | 4.6% |
| 4000 | 248 | 4.2% |
| 10000 | 218 | 3.7% |
| 3000 | 200 | 3.4% |
| 20000 | 175 | 3.0% |
| 12000 | 154 | 2.6% |
| 9000 | 151 | 2.6% |
| Other values (405) | 3261 |
| Value | Count | Frequency (%) |
| 500 | 1 | < 0.1% |
| 750 | 1 | < 0.1% |
| 800 | 1 | < 0.1% |
| 900 | 1 | < 0.1% |
| 1000 | 81 | |
| 1050 | 1 | < 0.1% |
| 1100 | 1 | < 0.1% |
| 1200 | 40 | |
| 1250 | 1 | < 0.1% |
| 1275 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 35000 | 13 | |
| 34000 | 1 | < 0.1% |
| 33950 | 1 | < 0.1% |
| 33000 | 1 | < 0.1% |
| 32500 | 1 | < 0.1% |
| 31300 | 1 | < 0.1% |
| 31050 | 1 | < 0.1% |
| 30000 | 16 | |
| 29800 | 1 | < 0.1% |
| 29100 | 2 | < 0.1% |
duracion_credito
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 92.3 KiB |
| 3 | |
|---|---|
| 4 | |
| 2 | 9 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 3 |
|---|---|
| 2nd row | 4 |
| 3rd row | 3 |
| 4th row | 4 |
| 5th row | 3 |
Common Values
| Value | Count | Frequency (%) |
| 3 | 2949 | |
| 4 | 2948 | |
| 2 | 9 | 0.2% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 3 | 2949 | |
| 4 | 2948 | |
| 2 | 9 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 3 | 2949 | |
| 4 | 2948 | |
| 2 | 9 | 0.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 5906 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 3 | 2949 | |
| 4 | 2948 | |
| 2 | 9 | 0.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 5906 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 3 | 2949 | |
| 4 | 2948 | |
| 2 | 9 | 0.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 5906 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 3 | 2949 | |
| 4 | 2948 | |
| 2 | 9 | 0.2% |
antiguedad_empleado
Real number (ℝ)
Zeros 
| Distinct | 12 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.8924822 |
| Minimum | 0 |
|---|---|
| Maximum | 11 |
| Zeros | 842 |
| Zeros (%) | 14.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 92.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 4 |
| Q3 | 6 |
| 95-th percentile | 9 |
| Maximum | 11 |
| Range | 11 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 2.8392056 |
|---|---|
| Coefficient of variation (CV) | 0.72940746 |
| Kurtosis | -0.88735972 |
| Mean | 3.8924822 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.33580519 |
| Sum | 22989 |
| Variance | 8.0610883 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 842 | |
| 2 | 773 | |
| 3 | 697 | |
| 5 | 643 | |
| 6 | 622 | |
| 1 | 617 | |
| 4 | 511 | |
| 7 | 449 | |
| 8 | 345 | |
| 9 | 244 | 4.1% |
| Other values (2) | 163 | 2.8% |
| Value | Count | Frequency (%) |
| 0 | 842 | |
| 1 | 617 | |
| 2 | 773 | |
| 3 | 697 | |
| 4 | 511 | |
| 5 | 643 | |
| 6 | 622 | |
| 7 | 449 | |
| 8 | 345 | |
| 9 | 244 | 4.1% |
| Value | Count | Frequency (%) |
| 11 | 15 | 0.3% |
| 10 | 148 | 2.5% |
| 9 | 244 | 4.1% |
| 8 | 345 | |
| 7 | 449 | |
| 6 | 622 | |
| 5 | 643 | |
| 4 | 511 | |
| 3 | 697 | |
| 2 | 773 |
ingresos
Real number (ℝ)
| Distinct | 1231 |
|---|---|
| Distinct (%) | 20.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 51113.26 |
| Minimum | 9600 |
|---|---|
| Maximum | 500000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 92.3 KiB |
Quantile statistics
| Minimum | 9600 |
|---|---|
| 5-th percentile | 20400 |
| Q1 | 34000 |
| median | 47000 |
| Q3 | 60000 |
| 95-th percentile | 98850 |
| Maximum | 500000 |
| Range | 490400 |
| Interquartile range (IQR) | 26000 |
Descriptive statistics
| Standard deviation | 29333.794 |
|---|---|
| Coefficient of variation (CV) | 0.57389794 |
| Kurtosis | 23.294515 |
| Mean | 51113.26 |
| Median Absolute Deviation (MAD) | 13000 |
| Skewness | 3.4547132 |
| Sum | 3.0187491 × 108 |
| Variance | 8.604715 × 108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 60000 | 241 | 4.1% |
| 30000 | 207 | 3.5% |
| 50000 | 193 | 3.3% |
| 40000 | 166 | 2.8% |
| 45000 | 141 | 2.4% |
| 65000 | 138 | 2.3% |
| 48000 | 134 | 2.3% |
| 36000 | 125 | 2.1% |
| 55000 | 122 | 2.1% |
| 42000 | 117 | 2.0% |
| Other values (1221) | 4322 |
| Value | Count | Frequency (%) |
| 9600 | 1 | < 0.1% |
| 9840 | 1 | < 0.1% |
| 9960 | 1 | < 0.1% |
| 10000 | 7 | |
| 10560 | 1 | < 0.1% |
| 10668 | 1 | < 0.1% |
| 10980 | 1 | < 0.1% |
| 11000 | 3 | |
| 11476 | 1 | < 0.1% |
| 11520 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 500000 | 1 | < 0.1% |
| 306000 | 1 | < 0.1% |
| 300000 | 5 | |
| 287000 | 1 | < 0.1% |
| 280000 | 1 | < 0.1% |
| 277104 | 1 | < 0.1% |
| 260000 | 1 | < 0.1% |
| 250000 | 2 | < 0.1% |
| 234000 | 3 | |
| 230000 | 1 | < 0.1% |
pct_ingreso
Real number (ℝ)
High correlation 
| Distinct | 71 |
|---|---|
| Distinct (%) | 1.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.17687437 |
| Minimum | 0.01 |
|---|---|
| Maximum | 0.83 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 92.3 KiB |
Quantile statistics
| Minimum | 0.01 |
|---|---|
| 5-th percentile | 0.04 |
| Q1 | 0.1 |
| median | 0.15 |
| Q3 | 0.23 |
| 95-th percentile | 0.39 |
| Maximum | 0.83 |
| Range | 0.82 |
| Interquartile range (IQR) | 0.13 |
Descriptive statistics
| Standard deviation | 0.11112549 |
|---|---|
| Coefficient of variation (CV) | 0.62827356 |
| Kurtosis | 1.776837 |
| Mean | 0.17687437 |
| Median Absolute Deviation (MAD) | 0.07 |
| Skewness | 1.1903152 |
| Sum | 1044.62 |
| Variance | 0.012348874 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.1 | 297 | 5.0% |
| 0.11 | 266 | 4.5% |
| 0.13 | 264 | 4.5% |
| 0.15 | 260 | 4.4% |
| 0.08 | 258 | 4.4% |
| 0.09 | 254 | 4.3% |
| 0.12 | 241 | 4.1% |
| 0.14 | 240 | 4.1% |
| 0.07 | 235 | 4.0% |
| 0.17 | 234 | 4.0% |
| Other values (61) | 3357 |
| Value | Count | Frequency (%) |
| 0.01 | 11 | 0.2% |
| 0.02 | 53 | 0.9% |
| 0.03 | 125 | |
| 0.04 | 173 | |
| 0.05 | 184 | |
| 0.06 | 176 | |
| 0.07 | 235 | |
| 0.08 | 258 | |
| 0.09 | 254 | |
| 0.1 | 297 |
| Value | Count | Frequency (%) |
| 0.83 | 1 | < 0.1% |
| 0.77 | 2 | |
| 0.72 | 1 | < 0.1% |
| 0.71 | 2 | |
| 0.7 | 1 | < 0.1% |
| 0.69 | 2 | |
| 0.68 | 1 | < 0.1% |
| 0.67 | 1 | < 0.1% |
| 0.65 | 2 | |
| 0.64 | 3 |
tasa_interes
Real number (ℝ)
High correlation 
| Distinct | 290 |
|---|---|
| Distinct (%) | 4.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.993945 |
| Minimum | 5.42 |
|---|---|
| Maximum | 22.11 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 92.3 KiB |
Quantile statistics
| Minimum | 5.42 |
|---|---|
| 5-th percentile | 6.03 |
| Q1 | 7.9 |
| median | 10.99 |
| Q3 | 13.43 |
| 95-th percentile | 16.32 |
| Maximum | 22.11 |
| Range | 16.69 |
| Interquartile range (IQR) | 5.53 |
Descriptive statistics
| Standard deviation | 3.2004187 |
|---|---|
| Coefficient of variation (CV) | 0.29110739 |
| Kurtosis | -0.69880662 |
| Mean | 10.993945 |
| Median Absolute Deviation (MAD) | 2.5 |
| Skewness | 0.20245336 |
| Sum | 64930.24 |
| Variance | 10.24268 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 10.99 | 163 | 2.8% |
| 7.51 | 159 | 2.7% |
| 7.9 | 129 | 2.2% |
| 7.49 | 126 | 2.1% |
| 7.88 | 116 | 2.0% |
| 5.42 | 112 | 1.9% |
| 9.99 | 102 | 1.7% |
| 11.49 | 93 | 1.6% |
| 11.71 | 90 | 1.5% |
| 13.49 | 84 | 1.4% |
| Other values (280) | 4732 |
| Value | Count | Frequency (%) |
| 5.42 | 112 | |
| 5.79 | 69 | |
| 5.99 | 71 | |
| 6 | 4 | 0.1% |
| 6.03 | 82 | |
| 6.17 | 41 | 0.7% |
| 6.39 | 9 | 0.2% |
| 6.54 | 55 | |
| 6.62 | 77 | |
| 6.76 | 43 | 0.7% |
| Value | Count | Frequency (%) |
| 22.11 | 1 | |
| 21.74 | 2 | |
| 21.27 | 1 | |
| 21.21 | 1 | |
| 20.89 | 1 | |
| 20.62 | 1 | |
| 20.25 | 1 | |
| 20.16 | 1 | |
| 20.03 | 2 | |
| 19.91 | 2 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 4459 | |
| 1 | 1447 | 24.5% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 4459 | |
| 1 | 1447 | 24.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 4459 | |
| 1 | 1447 | 24.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 5906 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 4459 | |
| 1 | 1447 | 24.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 5906 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 4459 | |
| 1 | 1447 | 24.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 5906 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 4459 | |
| 1 | 1447 | 24.5% |
antiguedad_cliente
Real number (ℝ)
| Distinct | 44 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 35.955977 |
| Minimum | 13 |
|---|---|
| Maximum | 56 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 92.3 KiB |
Quantile statistics
| Minimum | 13 |
|---|---|
| 5-th percentile | 22 |
| Q1 | 32 |
| median | 36 |
| Q3 | 40 |
| 95-th percentile | 50 |
| Maximum | 56 |
| Range | 43 |
| Interquartile range (IQR) | 8 |
Descriptive statistics
| Standard deviation | 7.9664469 |
|---|---|
| Coefficient of variation (CV) | 0.22156113 |
| Kurtosis | 0.4089564 |
| Mean | 35.955977 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | -0.094761216 |
| Sum | 212356 |
| Variance | 63.464277 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 36 | 1421 | |
| 34 | 219 | 3.7% |
| 37 | 203 | 3.4% |
| 38 | 201 | 3.4% |
| 31 | 199 | 3.4% |
| 35 | 191 | 3.2% |
| 33 | 188 | 3.2% |
| 40 | 187 | 3.2% |
| 39 | 184 | 3.1% |
| 41 | 181 | 3.1% |
| Other values (34) | 2732 |
| Value | Count | Frequency (%) |
| 13 | 39 | |
| 14 | 11 | 0.2% |
| 15 | 19 | 0.3% |
| 16 | 20 | 0.3% |
| 17 | 18 | 0.3% |
| 18 | 33 | |
| 19 | 31 | |
| 20 | 47 | |
| 21 | 48 | |
| 22 | 67 |
| Value | Count | Frequency (%) |
| 56 | 63 | |
| 55 | 20 | 0.3% |
| 54 | 32 | 0.5% |
| 53 | 46 | |
| 52 | 34 | 0.6% |
| 51 | 47 | |
| 50 | 60 | |
| 49 | 88 | |
| 48 | 93 | |
| 47 | 102 |
gastos_ult_12m
Real number (ℝ)
High correlation 
| Distinct | 3711 |
|---|---|
| Distinct (%) | 62.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4418.8666 |
| Minimum | 510 |
|---|---|
| Maximum | 18484 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 92.3 KiB |
Quantile statistics
| Minimum | 510 |
|---|---|
| 5-th percentile | 1293 |
| Q1 | 2153.25 |
| median | 3912 |
| Q3 | 4739 |
| 95-th percentile | 14256.75 |
| Maximum | 18484 |
| Range | 17974 |
| Interquartile range (IQR) | 2585.75 |
Descriptive statistics
| Standard deviation | 3418.6798 |
|---|---|
| Coefficient of variation (CV) | 0.77365537 |
| Kurtosis | 3.8839508 |
| Mean | 4418.8666 |
| Median Absolute Deviation (MAD) | 1310.5 |
| Skewness | 2.0454448 |
| Sum | 26097826 |
| Variance | 11687372 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4509 | 7 | 0.1% |
| 4697 | 7 | 0.1% |
| 4220 | 7 | 0.1% |
| 2229 | 7 | 0.1% |
| 4598 | 7 | 0.1% |
| 4890 | 6 | 0.1% |
| 4087 | 6 | 0.1% |
| 4037 | 6 | 0.1% |
| 4751 | 6 | 0.1% |
| 4277 | 6 | 0.1% |
| Other values (3701) | 5841 |
| Value | Count | Frequency (%) |
| 510 | 1 | |
| 530 | 1 | |
| 569 | 1 | |
| 594 | 1 | |
| 596 | 1 | |
| 597 | 1 | |
| 615 | 1 | |
| 643 | 1 | |
| 646 | 1 | |
| 647 | 2 |
| Value | Count | Frequency (%) |
| 18484 | 1 | |
| 17995 | 1 | |
| 17744 | 1 | |
| 17634 | 1 | |
| 17628 | 1 | |
| 17437 | 1 | |
| 17390 | 1 | |
| 17350 | 1 | |
| 17119 | 1 | |
| 17064 | 1 |
limite_credito_tc
Real number (ℝ)
| Distinct | 4152 |
|---|---|
| Distinct (%) | 70.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8593.3476 |
| Minimum | 1438.3 |
|---|---|
| Maximum | 34516 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 92.3 KiB |
Quantile statistics
| Minimum | 1438.3 |
|---|---|
| 5-th percentile | 1438.3 |
| Q1 | 2532.25 |
| median | 4460 |
| Q3 | 10996.25 |
| 95-th percentile | 34042.5 |
| Maximum | 34516 |
| Range | 33077.7 |
| Interquartile range (IQR) | 8464 |
Descriptive statistics
| Standard deviation | 9098.3814 |
|---|---|
| Coefficient of variation (CV) | 1.0587703 |
| Kurtosis | 1.809038 |
| Mean | 8593.3476 |
| Median Absolute Deviation (MAD) | 2549 |
| Skewness | 1.6699191 |
| Sum | 50752311 |
| Variance | 82780543 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1438.3 | 310 | 5.2% |
| 34516 | 291 | 4.9% |
| 15987 | 9 | 0.2% |
| 23981 | 9 | 0.2% |
| 9959 | 8 | 0.1% |
| 3735 | 6 | 0.1% |
| 7469 | 6 | 0.1% |
| 14938 | 5 | 0.1% |
| 2035 | 5 | 0.1% |
| 2077 | 5 | 0.1% |
| Other values (4142) | 5252 |
| Value | Count | Frequency (%) |
| 1438.3 | 310 | |
| 1439 | 2 | < 0.1% |
| 1440 | 1 | < 0.1% |
| 1441 | 2 | < 0.1% |
| 1442 | 1 | < 0.1% |
| 1443 | 3 | 0.1% |
| 1451 | 1 | < 0.1% |
| 1452 | 2 | < 0.1% |
| 1454 | 1 | < 0.1% |
| 1456 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 34516 | 291 | |
| 34496 | 1 | < 0.1% |
| 34427 | 1 | < 0.1% |
| 34173 | 1 | < 0.1% |
| 34162 | 1 | < 0.1% |
| 34058 | 1 | < 0.1% |
| 33996 | 1 | < 0.1% |
| 33913 | 1 | < 0.1% |
| 33905 | 1 | < 0.1% |
| 33870 | 1 | < 0.1% |
operaciones_ult_12m
Real number (ℝ)
High correlation 
| Distinct | 124 |
|---|---|
| Distinct (%) | 2.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 64.910938 |
| Minimum | 10 |
|---|---|
| Maximum | 139 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 92.3 KiB |
Quantile statistics
| Minimum | 10 |
|---|---|
| 5-th percentile | 28 |
| Q1 | 45 |
| median | 67 |
| Q3 | 81 |
| 95-th percentile | 106 |
| Maximum | 139 |
| Range | 129 |
| Interquartile range (IQR) | 36 |
Descriptive statistics
| Standard deviation | 23.48286 |
|---|---|
| Coefficient of variation (CV) | 0.36177047 |
| Kurtosis | -0.34175494 |
| Mean | 64.910938 |
| Median Absolute Deviation (MAD) | 17 |
| Skewness | 0.16767074 |
| Sum | 383364 |
| Variance | 551.44473 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 69 | 129 | 2.2% |
| 81 | 128 | 2.2% |
| 77 | 127 | 2.2% |
| 78 | 121 | 2.0% |
| 71 | 117 | 2.0% |
| 70 | 112 | 1.9% |
| 82 | 111 | 1.9% |
| 74 | 110 | 1.9% |
| 75 | 109 | 1.8% |
| 73 | 109 | 1.8% |
| Other values (114) | 4733 |
| Value | Count | Frequency (%) |
| 10 | 3 | 0.1% |
| 12 | 2 | < 0.1% |
| 13 | 1 | < 0.1% |
| 14 | 5 | 0.1% |
| 15 | 7 | |
| 16 | 8 | |
| 17 | 9 | |
| 18 | 13 | |
| 19 | 8 | |
| 20 | 12 |
| Value | Count | Frequency (%) |
| 139 | 1 | < 0.1% |
| 138 | 1 | < 0.1% |
| 134 | 1 | < 0.1% |
| 131 | 5 | |
| 130 | 3 | |
| 129 | 5 | |
| 128 | 7 | |
| 127 | 5 | |
| 126 | 6 | |
| 125 | 7 |
personas_a_cargo
Real number (ℝ)
Zeros 
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.3489672 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 515 |
| Zeros (%) | 8.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 92.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 4 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.288507 |
|---|---|
| Coefficient of variation (CV) | 0.54854196 |
| Kurtosis | -0.66051554 |
| Mean | 2.3489672 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.027524224 |
| Sum | 13873 |
| Variance | 1.6602504 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 1613 | |
| 2 | 1570 | |
| 1 | 1059 | |
| 4 | 910 | |
| 0 | 515 | 8.7% |
| 5 | 239 | 4.0% |
| Value | Count | Frequency (%) |
| 0 | 515 | 8.7% |
| 1 | 1059 | |
| 2 | 1570 | |
| 3 | 1613 | |
| 4 | 910 | |
| 5 | 239 | 4.0% |
| Value | Count | Frequency (%) |
| 5 | 239 | 4.0% |
| 4 | 910 | |
| 3 | 1613 | |
| 2 | 1570 | |
| 1 | 1059 | |
| 0 | 515 | 8.7% |
situacion_vivienda_ALQUILER
Boolean
High correlation 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 51.9 KiB |
| True | |
|---|---|
| False |
| Value | Count | Frequency (%) |
| True | 3641 | |
| False | 2265 |
situacion_vivienda_HIPOTECA
Boolean
High correlation 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 51.9 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 4078 | |
| True | 1828 |
situacion_vivienda_OTROS
Boolean
Imbalance 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 51.9 KiB |
| False | |
|---|---|
| True | 23 |
| Value | Count | Frequency (%) |
| False | 5883 | |
| True | 23 | 0.4% |
situacion_vivienda_PROPIA
Boolean
Imbalance 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 51.9 KiB |
| False | |
|---|---|
| True | 414 |
| Value | Count | Frequency (%) |
| False | 5492 | |
| True | 414 | 7.0% |
objetivo_credito_EDUCACIÓN
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 51.9 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 4539 | |
| True | 1367 | 23.1% |
objetivo_credito_INVERSIONES
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 51.9 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 4921 | |
| True | 985 | 16.7% |
objetivo_credito_MEJORAS_HOGAR
Boolean
Imbalance 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 51.9 KiB |
| False | |
|---|---|
| True | 510 |
| Value | Count | Frequency (%) |
| False | 5396 | |
| True | 510 | 8.6% |
objetivo_credito_PAGO_DEUDAS
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 51.9 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 4906 | |
| True | 1000 | 16.9% |
objetivo_credito_PERSONAL
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 51.9 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 4919 | |
| True | 987 | 16.7% |
objetivo_credito_SALUD
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 51.9 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 4849 | |
| True | 1057 | 17.9% |
falta_pago_N
Boolean
High correlation 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 51.9 KiB |
| True | |
|---|---|
| False |
| Value | Count | Frequency (%) |
| True | 4856 | |
| False | 1050 | 17.8% |
falta_pago_Y
Boolean
High correlation 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 51.9 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 4856 | |
| True | 1050 | 17.8% |
regla_duracion_pct_ok
Boolean
Constant 
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 51.9 KiB |
| True |
|---|
| Value | Count | Frequency (%) |
| True | 5906 |
estado_civil_CASADO
Boolean
High correlation 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 51.9 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 3164 | |
| True | 2742 |
estado_civil_DESCONOCIDO
Boolean
Imbalance 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 51.9 KiB |
| False | |
|---|---|
| True | 423 |
| Value | Count | Frequency (%) |
| False | 5483 | |
| True | 423 | 7.2% |
estado_civil_DIVORCIADO
Boolean
Imbalance 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 51.9 KiB |
| False | |
|---|---|
| True | 419 |
| Value | Count | Frequency (%) |
| False | 5487 | |
| True | 419 | 7.1% |
estado_civil_SOLTERO
Boolean
High correlation 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 51.9 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 3584 | |
| True | 2322 |
estado_cliente_ACTIVO
Boolean
High correlation 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 51.9 KiB |
| True | |
|---|---|
| False |
| Value | Count | Frequency (%) |
| True | 4920 | |
| False | 986 | 16.7% |
estado_cliente_PASIVO
Boolean
High correlation 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 51.9 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 4920 | |
| True | 986 | 16.7% |
genero_F
Boolean
High correlation 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 51.9 KiB |
| True | |
|---|---|
| False |
| Value | Count | Frequency (%) |
| True | 3157 | |
| False | 2749 |
genero_M
Boolean
High correlation 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 51.9 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 3157 | |
| True | 2749 |
nivel_educativo_DESCONOCIDO
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 51.9 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 5013 | |
| True | 893 | 15.1% |
nivel_educativo_POSGRADO_COMPLETO
Boolean
Imbalance 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 51.9 KiB |
| False | |
|---|---|
| True | 269 |
| Value | Count | Frequency (%) |
| False | 5637 | |
| True | 269 | 4.6% |
nivel_educativo_POSGRADO_INCOMPLETO
Boolean
Imbalance 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 51.9 KiB |
| False | |
|---|---|
| True | 292 |
| Value | Count | Frequency (%) |
| False | 5614 | |
| True | 292 | 4.9% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 51.9 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 4722 | |
| True | 1184 | 20.0% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 51.9 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 4147 | |
| True | 1759 |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 51.9 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 4397 | |
| True | 1509 | 25.6% |
Interactions
Correlations
| antiguedad_cliente | antiguedad_empleado | duracion_credito | edad | estado_civil_CASADO | estado_civil_DESCONOCIDO | estado_civil_DIVORCIADO | estado_civil_SOLTERO | estado_cliente_ACTIVO | estado_cliente_PASIVO | estado_credito | falta_pago_N | falta_pago_Y | gastos_ult_12m | genero_F | genero_M | importe_solicitado | ingresos | limite_credito_tc | nivel_educativo_DESCONOCIDO | nivel_educativo_POSGRADO_COMPLETO | nivel_educativo_POSGRADO_INCOMPLETO | nivel_educativo_SECUNDARIO_COMPLETO | nivel_educativo_UNIVERSITARIO_COMPLETO | nivel_educativo_UNIVERSITARIO_INCOMPLETO | objetivo_credito_EDUCACIÓN | objetivo_credito_INVERSIONES | objetivo_credito_MEJORAS_HOGAR | objetivo_credito_PAGO_DEUDAS | objetivo_credito_PERSONAL | objetivo_credito_SALUD | operaciones_ult_12m | pct_ingreso | personas_a_cargo | situacion_vivienda_ALQUILER | situacion_vivienda_HIPOTECA | situacion_vivienda_OTROS | situacion_vivienda_PROPIA | tasa_interes | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| antiguedad_cliente | 1.000 | -0.001 | 0.000 | 0.005 | 0.040 | 0.026 | 0.047 | 0.059 | 0.000 | 0.000 | 0.027 | 0.045 | 0.045 | -0.021 | 0.029 | 0.029 | 0.037 | 0.008 | -0.003 | 0.020 | 0.029 | 0.018 | 0.000 | 0.023 | 0.031 | 0.000 | 0.000 | 0.017 | 0.054 | 0.037 | 0.000 | -0.038 | 0.038 | -0.107 | 0.033 | 0.045 | 0.000 | 0.019 | 0.000 |
| antiguedad_empleado | -0.001 | 1.000 | 0.022 | 0.117 | 0.024 | 0.016 | 0.000 | 0.021 | 0.025 | 0.025 | 0.105 | 0.029 | 0.029 | 0.055 | 0.000 | 0.000 | 0.115 | 0.189 | -0.017 | 0.000 | 0.029 | 0.000 | 0.013 | 0.049 | 0.022 | 0.059 | 0.030 | 0.099 | 0.015 | 0.017 | 0.000 | 0.048 | -0.013 | -0.000 | 0.199 | 0.191 | 0.015 | 0.036 | -0.064 |
| duracion_credito | 0.000 | 0.022 | 1.000 | 0.000 | 0.016 | 0.000 | 0.000 | 0.013 | 0.005 | 0.005 | 0.045 | 0.000 | 0.000 | 0.011 | 0.006 | 0.006 | 0.112 | 0.000 | 0.028 | 0.008 | 0.022 | 0.000 | 0.000 | 0.012 | 0.000 | 0.027 | 0.008 | 0.013 | 0.000 | 0.023 | 0.025 | 0.007 | 0.427 | 0.012 | 0.000 | 0.000 | 0.000 | 0.000 | 0.036 |
| edad | 0.005 | 0.117 | 0.000 | 1.000 | 0.000 | 0.000 | 0.034 | 0.015 | 0.016 | 0.016 | 0.037 | 0.000 | 0.000 | 0.008 | 0.000 | 0.000 | 0.074 | 0.146 | 0.006 | 0.000 | 0.002 | 0.033 | 0.000 | 0.000 | 0.000 | 0.169 | 0.017 | 0.193 | 0.022 | 0.000 | 0.049 | 0.001 | -0.036 | 0.010 | 0.000 | 0.026 | 0.025 | 0.033 | 0.010 |
| estado_civil_CASADO | 0.040 | 0.024 | 0.016 | 0.000 | 1.000 | 0.258 | 0.256 | 0.749 | 0.031 | 0.031 | 0.029 | 0.000 | 0.000 | 0.175 | 0.000 | 0.000 | 0.087 | 0.042 | 0.065 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.003 | 0.000 | 0.009 | 0.000 | 0.000 | 0.000 | 0.000 | 0.167 | 0.050 | 0.000 | 0.023 | 0.014 | 0.011 | 0.000 | 0.000 |
| estado_civil_DESCONOCIDO | 0.026 | 0.016 | 0.000 | 0.000 | 0.258 | 1.000 | 0.074 | 0.223 | 0.000 | 0.000 | 0.030 | 0.000 | 0.000 | 0.035 | 0.016 | 0.016 | 0.040 | 0.043 | 0.005 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.021 | 0.010 | 0.023 | 0.006 | 0.007 | 0.000 | 0.000 | 0.034 |
| estado_civil_DIVORCIADO | 0.047 | 0.000 | 0.000 | 0.034 | 0.256 | 0.074 | 1.000 | 0.221 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.061 | 0.000 | 0.000 | 0.000 | 0.000 | 0.015 | 0.000 | 0.000 | 0.000 | 0.031 | 0.000 | 0.039 | 0.000 | 0.010 | 0.000 | 0.000 | 0.000 | 0.000 | 0.045 | 0.000 | 0.039 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| estado_civil_SOLTERO | 0.059 | 0.021 | 0.013 | 0.015 | 0.749 | 0.223 | 0.221 | 1.000 | 0.022 | 0.022 | 0.013 | 0.000 | 0.000 | 0.143 | 0.008 | 0.008 | 0.077 | 0.025 | 0.033 | 0.014 | 0.000 | 0.000 | 0.000 | 0.006 | 0.000 | 0.000 | 0.000 | 0.018 | 0.000 | 0.000 | 0.004 | 0.137 | 0.033 | 0.038 | 0.032 | 0.027 | 0.004 | 0.000 | 0.000 |
| estado_cliente_ACTIVO | 0.000 | 0.025 | 0.005 | 0.016 | 0.031 | 0.000 | 0.000 | 0.022 | 1.000 | 0.999 | 0.116 | 0.562 | 0.562 | 0.337 | 0.027 | 0.027 | 0.108 | 0.000 | 0.023 | 0.006 | 0.027 | 0.000 | 0.000 | 0.000 | 0.011 | 0.027 | 0.000 | 0.034 | 0.000 | 0.000 | 0.000 | 0.462 | 0.038 | 0.013 | 0.055 | 0.049 | 0.000 | 0.000 | 0.326 |
| estado_cliente_PASIVO | 0.000 | 0.025 | 0.005 | 0.016 | 0.031 | 0.000 | 0.000 | 0.022 | 0.999 | 1.000 | 0.116 | 0.562 | 0.562 | 0.337 | 0.027 | 0.027 | 0.108 | 0.000 | 0.023 | 0.006 | 0.027 | 0.000 | 0.000 | 0.000 | 0.011 | 0.027 | 0.000 | 0.034 | 0.000 | 0.000 | 0.000 | 0.462 | 0.038 | 0.013 | 0.055 | 0.049 | 0.000 | 0.000 | 0.326 |
| estado_credito | 0.027 | 0.105 | 0.045 | 0.037 | 0.029 | 0.030 | 0.000 | 0.013 | 0.116 | 0.116 | 1.000 | 0.182 | 0.182 | 0.228 | 0.029 | 0.029 | 0.207 | 0.112 | 0.025 | 0.000 | 0.010 | 0.000 | 0.000 | 0.000 | 0.000 | 0.093 | 0.058 | 0.130 | 0.058 | 0.021 | 0.027 | 0.234 | 0.409 | 0.000 | 0.206 | 0.166 | 0.013 | 0.096 | 0.378 |
| falta_pago_N | 0.045 | 0.029 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.562 | 0.562 | 0.182 | 1.000 | 0.999 | 0.257 | 0.000 | 0.000 | 0.045 | 0.000 | 0.028 | 0.000 | 0.000 | 0.000 | 0.018 | 0.000 | 0.000 | 0.017 | 0.021 | 0.053 | 0.013 | 0.001 | 0.000 | 0.319 | 0.054 | 0.015 | 0.071 | 0.065 | 0.000 | 0.005 | 0.564 |
| falta_pago_Y | 0.045 | 0.029 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.562 | 0.562 | 0.182 | 0.999 | 1.000 | 0.257 | 0.000 | 0.000 | 0.045 | 0.000 | 0.028 | 0.000 | 0.000 | 0.000 | 0.018 | 0.000 | 0.000 | 0.017 | 0.021 | 0.053 | 0.013 | 0.001 | 0.000 | 0.319 | 0.054 | 0.015 | 0.071 | 0.065 | 0.000 | 0.005 | 0.564 |
| gastos_ult_12m | -0.021 | 0.055 | 0.011 | 0.008 | 0.175 | 0.035 | 0.061 | 0.143 | 0.337 | 0.337 | 0.228 | 0.257 | 0.257 | 1.000 | 0.256 | 0.256 | 0.029 | 0.158 | 0.028 | 0.000 | 0.000 | 0.000 | 0.045 | 0.000 | 0.000 | 0.012 | 0.000 | 0.026 | 0.000 | 0.010 | 0.000 | 0.877 | -0.075 | 0.060 | 0.145 | 0.176 | 0.000 | 0.039 | -0.195 |
| genero_F | 0.029 | 0.000 | 0.006 | 0.000 | 0.000 | 0.016 | 0.000 | 0.008 | 0.027 | 0.027 | 0.029 | 0.000 | 0.000 | 0.256 | 1.000 | 1.000 | 0.184 | 0.112 | 0.441 | 0.000 | 0.000 | 0.000 | 0.015 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.173 | 0.070 | 0.000 | 0.028 | 0.033 | 0.000 | 0.000 | 0.019 |
| genero_M | 0.029 | 0.000 | 0.006 | 0.000 | 0.000 | 0.016 | 0.000 | 0.008 | 0.027 | 0.027 | 0.029 | 0.000 | 0.000 | 0.256 | 1.000 | 1.000 | 0.184 | 0.112 | 0.441 | 0.000 | 0.000 | 0.000 | 0.015 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.173 | 0.070 | 0.000 | 0.028 | 0.033 | 0.000 | 0.000 | 0.019 |
| importe_solicitado | 0.037 | 0.115 | 0.112 | 0.074 | 0.087 | 0.040 | 0.000 | 0.077 | 0.108 | 0.108 | 0.207 | 0.045 | 0.045 | 0.029 | 0.184 | 0.184 | 1.000 | 0.352 | 0.050 | 0.022 | 0.039 | 0.020 | 0.000 | 0.025 | 0.000 | 0.000 | 0.000 | 0.039 | 0.002 | 0.005 | 0.058 | -0.001 | 0.733 | 0.019 | 0.193 | 0.175 | 0.014 | 0.054 | 0.074 |
| ingresos | 0.008 | 0.189 | 0.000 | 0.146 | 0.042 | 0.043 | 0.000 | 0.025 | 0.000 | 0.000 | 0.112 | 0.000 | 0.000 | 0.158 | 0.112 | 0.112 | 0.352 | 1.000 | 0.037 | 0.007 | 0.030 | 0.000 | 0.021 | 0.000 | 0.009 | 0.000 | 0.000 | 0.047 | 0.045 | 0.014 | 0.032 | 0.128 | -0.298 | 0.038 | 0.157 | 0.117 | 0.000 | 0.086 | -0.021 |
| limite_credito_tc | -0.003 | -0.017 | 0.028 | 0.006 | 0.065 | 0.005 | 0.015 | 0.033 | 0.023 | 0.023 | 0.025 | 0.028 | 0.028 | 0.028 | 0.441 | 0.441 | 0.050 | 0.037 | 1.000 | 0.000 | 0.030 | 0.000 | 0.000 | 0.000 | 0.024 | 0.037 | 0.000 | 0.000 | 0.029 | 0.000 | 0.000 | 0.031 | 0.030 | 0.051 | 0.010 | 0.033 | 0.000 | 0.013 | -0.002 |
| nivel_educativo_DESCONOCIDO | 0.020 | 0.000 | 0.008 | 0.000 | 0.000 | 0.000 | 0.000 | 0.014 | 0.006 | 0.006 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.022 | 0.007 | 0.000 | 1.000 | 0.090 | 0.094 | 0.210 | 0.274 | 0.246 | 0.000 | 0.006 | 0.027 | 0.037 | 0.000 | 0.000 | 0.000 | 0.000 | 0.022 | 0.000 | 0.000 | 0.008 | 0.011 | 0.000 |
| nivel_educativo_POSGRADO_COMPLETO | 0.029 | 0.029 | 0.022 | 0.002 | 0.000 | 0.000 | 0.000 | 0.000 | 0.027 | 0.027 | 0.010 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.039 | 0.030 | 0.030 | 0.090 | 1.000 | 0.046 | 0.108 | 0.141 | 0.126 | 0.011 | 0.000 | 0.020 | 0.000 | 0.000 | 0.000 | 0.027 | 0.022 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| nivel_educativo_POSGRADO_INCOMPLETO | 0.018 | 0.000 | 0.000 | 0.033 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.020 | 0.000 | 0.000 | 0.094 | 0.046 | 1.000 | 0.112 | 0.147 | 0.132 | 0.000 | 0.026 | 0.000 | 0.006 | 0.000 | 0.000 | 0.000 | 0.000 | 0.016 | 0.000 | 0.000 | 0.000 | 0.008 | 0.000 |
| nivel_educativo_SECUNDARIO_COMPLETO | 0.000 | 0.013 | 0.000 | 0.000 | 0.000 | 0.000 | 0.031 | 0.000 | 0.000 | 0.000 | 0.000 | 0.018 | 0.018 | 0.045 | 0.015 | 0.015 | 0.000 | 0.021 | 0.000 | 0.210 | 0.108 | 0.112 | 1.000 | 0.325 | 0.293 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.014 | 0.000 | 0.022 | 0.020 | 0.025 | 0.016 | 0.006 | 0.000 | 0.013 |
| nivel_educativo_UNIVERSITARIO_COMPLETO | 0.023 | 0.049 | 0.012 | 0.000 | 0.000 | 0.000 | 0.000 | 0.006 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.025 | 0.000 | 0.000 | 0.274 | 0.141 | 0.147 | 0.325 | 1.000 | 0.381 | 0.020 | 0.000 | 0.000 | 0.006 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.020 | 0.000 |
| nivel_educativo_UNIVERSITARIO_INCOMPLETO | 0.031 | 0.022 | 0.000 | 0.000 | 0.003 | 0.000 | 0.039 | 0.000 | 0.011 | 0.011 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.009 | 0.024 | 0.246 | 0.126 | 0.132 | 0.293 | 0.381 | 1.000 | 0.016 | 0.000 | 0.026 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.039 | 0.016 | 0.017 | 0.000 | 0.000 | 0.000 |
| objetivo_credito_EDUCACIÓN | 0.000 | 0.059 | 0.027 | 0.169 | 0.000 | 0.000 | 0.000 | 0.000 | 0.027 | 0.027 | 0.093 | 0.017 | 0.017 | 0.012 | 0.000 | 0.000 | 0.000 | 0.000 | 0.037 | 0.000 | 0.011 | 0.000 | 0.000 | 0.020 | 0.016 | 1.000 | 0.245 | 0.168 | 0.247 | 0.245 | 0.255 | 0.000 | 0.036 | 0.000 | 0.023 | 0.016 | 0.000 | 0.000 | 0.028 |
| objetivo_credito_INVERSIONES | 0.000 | 0.030 | 0.008 | 0.017 | 0.009 | 0.000 | 0.010 | 0.000 | 0.000 | 0.000 | 0.058 | 0.021 | 0.021 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.006 | 0.000 | 0.026 | 0.000 | 0.000 | 0.000 | 0.245 | 1.000 | 0.136 | 0.201 | 0.199 | 0.208 | 0.000 | 0.017 | 0.014 | 0.058 | 0.000 | 0.000 | 0.092 | 0.037 |
| objetivo_credito_MEJORAS_HOGAR | 0.017 | 0.099 | 0.013 | 0.193 | 0.000 | 0.000 | 0.000 | 0.018 | 0.034 | 0.034 | 0.130 | 0.053 | 0.053 | 0.026 | 0.000 | 0.000 | 0.039 | 0.047 | 0.000 | 0.027 | 0.020 | 0.000 | 0.000 | 0.000 | 0.026 | 0.168 | 0.136 | 1.000 | 0.137 | 0.136 | 0.142 | 0.014 | 0.042 | 0.033 | 0.028 | 0.014 | 0.000 | 0.016 | 0.063 |
| objetivo_credito_PAGO_DEUDAS | 0.054 | 0.015 | 0.000 | 0.022 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.058 | 0.013 | 0.013 | 0.000 | 0.000 | 0.000 | 0.002 | 0.045 | 0.029 | 0.037 | 0.000 | 0.006 | 0.000 | 0.006 | 0.000 | 0.247 | 0.201 | 0.137 | 1.000 | 0.201 | 0.210 | 0.026 | 0.000 | 0.032 | 0.030 | 0.004 | 0.014 | 0.092 | 0.000 |
| objetivo_credito_PERSONAL | 0.037 | 0.017 | 0.023 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.021 | 0.001 | 0.001 | 0.010 | 0.000 | 0.000 | 0.005 | 0.014 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.245 | 0.199 | 0.136 | 0.201 | 1.000 | 0.208 | 0.040 | 0.012 | 0.043 | 0.011 | 0.017 | 0.011 | 0.000 | 0.017 |
| objetivo_credito_SALUD | 0.000 | 0.000 | 0.025 | 0.049 | 0.000 | 0.000 | 0.000 | 0.004 | 0.000 | 0.000 | 0.027 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.058 | 0.032 | 0.000 | 0.000 | 0.000 | 0.000 | 0.014 | 0.000 | 0.000 | 0.255 | 0.208 | 0.142 | 0.210 | 0.208 | 1.000 | 0.000 | 0.016 | 0.000 | 0.034 | 0.036 | 0.000 | 0.000 | 0.000 |
| operaciones_ult_12m | -0.038 | 0.048 | 0.007 | 0.001 | 0.167 | 0.021 | 0.045 | 0.137 | 0.462 | 0.462 | 0.234 | 0.319 | 0.319 | 0.877 | 0.173 | 0.173 | -0.001 | 0.128 | 0.031 | 0.000 | 0.027 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.014 | 0.026 | 0.040 | 0.000 | 1.000 | -0.082 | 0.059 | 0.134 | 0.162 | 0.000 | 0.045 | -0.223 |
| pct_ingreso | 0.038 | -0.013 | 0.427 | -0.036 | 0.050 | 0.010 | 0.000 | 0.033 | 0.038 | 0.038 | 0.409 | 0.054 | 0.054 | -0.075 | 0.070 | 0.070 | 0.733 | -0.298 | 0.030 | 0.000 | 0.022 | 0.000 | 0.022 | 0.000 | 0.000 | 0.036 | 0.017 | 0.042 | 0.000 | 0.012 | 0.016 | -0.082 | 1.000 | 0.001 | 0.047 | 0.034 | 0.035 | 0.037 | 0.087 |
| personas_a_cargo | -0.107 | -0.000 | 0.012 | 0.010 | 0.000 | 0.023 | 0.039 | 0.038 | 0.013 | 0.013 | 0.000 | 0.015 | 0.015 | 0.060 | 0.000 | 0.000 | 0.019 | 0.038 | 0.051 | 0.022 | 0.000 | 0.016 | 0.020 | 0.000 | 0.039 | 0.000 | 0.014 | 0.033 | 0.032 | 0.043 | 0.000 | 0.059 | 0.001 | 1.000 | 0.000 | 0.000 | 0.008 | 0.002 | -0.015 |
| situacion_vivienda_ALQUILER | 0.033 | 0.199 | 0.000 | 0.000 | 0.023 | 0.006 | 0.000 | 0.032 | 0.055 | 0.055 | 0.206 | 0.071 | 0.071 | 0.145 | 0.028 | 0.028 | 0.193 | 0.157 | 0.010 | 0.000 | 0.000 | 0.000 | 0.025 | 0.000 | 0.016 | 0.023 | 0.058 | 0.028 | 0.030 | 0.011 | 0.034 | 0.134 | 0.047 | 0.000 | 1.000 | 0.848 | 0.075 | 0.347 | 0.149 |
| situacion_vivienda_HIPOTECA | 0.045 | 0.191 | 0.000 | 0.026 | 0.014 | 0.007 | 0.000 | 0.027 | 0.049 | 0.049 | 0.166 | 0.065 | 0.065 | 0.176 | 0.033 | 0.033 | 0.175 | 0.117 | 0.033 | 0.000 | 0.000 | 0.000 | 0.016 | 0.000 | 0.017 | 0.016 | 0.000 | 0.014 | 0.004 | 0.017 | 0.036 | 0.162 | 0.034 | 0.000 | 0.848 | 1.000 | 0.037 | 0.183 | 0.150 |
| situacion_vivienda_OTROS | 0.000 | 0.015 | 0.000 | 0.025 | 0.011 | 0.000 | 0.000 | 0.004 | 0.000 | 0.000 | 0.013 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.014 | 0.000 | 0.000 | 0.008 | 0.000 | 0.000 | 0.006 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.014 | 0.011 | 0.000 | 0.000 | 0.035 | 0.008 | 0.075 | 0.037 | 1.000 | 0.000 | 0.000 |
| situacion_vivienda_PROPIA | 0.019 | 0.036 | 0.000 | 0.033 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.096 | 0.005 | 0.005 | 0.039 | 0.000 | 0.000 | 0.054 | 0.086 | 0.013 | 0.011 | 0.000 | 0.008 | 0.000 | 0.020 | 0.000 | 0.000 | 0.092 | 0.016 | 0.092 | 0.000 | 0.000 | 0.045 | 0.037 | 0.002 | 0.347 | 0.183 | 0.000 | 1.000 | 0.000 |
| tasa_interes | 0.000 | -0.064 | 0.036 | 0.010 | 0.000 | 0.034 | 0.000 | 0.000 | 0.326 | 0.326 | 0.378 | 0.564 | 0.564 | -0.195 | 0.019 | 0.019 | 0.074 | -0.021 | -0.002 | 0.000 | 0.000 | 0.000 | 0.013 | 0.000 | 0.000 | 0.028 | 0.037 | 0.063 | 0.000 | 0.017 | 0.000 | -0.223 | 0.087 | -0.015 | 0.149 | 0.150 | 0.000 | 0.000 | 1.000 |
Missing values
Sample
| edad | importe_solicitado | duracion_credito | antiguedad_empleado | ingresos | pct_ingreso | tasa_interes | estado_credito | antiguedad_cliente | gastos_ult_12m | limite_credito_tc | operaciones_ult_12m | personas_a_cargo | situacion_vivienda_ALQUILER | situacion_vivienda_HIPOTECA | situacion_vivienda_OTROS | situacion_vivienda_PROPIA | objetivo_credito_EDUCACIÓN | objetivo_credito_INVERSIONES | objetivo_credito_MEJORAS_HOGAR | objetivo_credito_PAGO_DEUDAS | objetivo_credito_PERSONAL | objetivo_credito_SALUD | falta_pago_N | falta_pago_Y | regla_duracion_pct_ok | estado_civil_CASADO | estado_civil_DESCONOCIDO | estado_civil_DIVORCIADO | estado_civil_SOLTERO | estado_cliente_ACTIVO | estado_cliente_PASIVO | genero_F | genero_M | nivel_educativo_DESCONOCIDO | nivel_educativo_POSGRADO_COMPLETO | nivel_educativo_POSGRADO_INCOMPLETO | nivel_educativo_SECUNDARIO_COMPLETO | nivel_educativo_UNIVERSITARIO_COMPLETO | nivel_educativo_UNIVERSITARIO_INCOMPLETO | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 25 | 5500 | 3 | 1.0 | 9600 | 0.57 | 12.87 | 1 | 44.0 | 1291.0 | 8256.0 | 33.0 | 5.0 | False | True | False | False | False | False | False | False | False | True | True | False | True | False | False | False | True | True | False | True | False | False | False | False | False | True | False |
| 1 | 24 | 35000 | 4 | 8.0 | 54400 | 0.55 | 14.27 | 1 | 54.0 | 1314.0 | 9095.0 | 26.0 | 1.0 | True | False | False | False | False | False | False | False | False | True | False | True | True | True | False | False | False | True | False | False | True | True | False | False | False | False | False |
| 2 | 26 | 35000 | 3 | 8.0 | 77100 | 0.45 | 12.42 | 1 | 21.0 | 816.0 | 4716.0 | 28.0 | 3.0 | True | False | False | False | True | False | False | False | False | False | True | False | True | True | False | False | False | True | False | False | True | False | False | False | False | False | True |
| 3 | 24 | 35000 | 4 | 5.0 | 78956 | 0.44 | 11.11 | 1 | 46.0 | 1330.0 | 34516.0 | 31.0 | 4.0 | True | False | False | False | False | False | False | False | False | True | True | False | True | True | False | False | False | True | False | False | True | True | False | False | False | False | False |
| 4 | 21 | 1600 | 3 | 6.0 | 10000 | 0.16 | 14.74 | 1 | 36.0 | 1350.0 | 22352.0 | 24.0 | 3.0 | False | False | False | True | False | True | False | False | False | False | True | False | True | False | False | False | True | True | False | False | True | False | False | False | False | False | True |
| 5 | 22 | 35000 | 4 | 6.0 | 85000 | 0.41 | 10.37 | 1 | 36.0 | 1441.0 | 11656.0 | 32.0 | 2.0 | True | False | False | False | False | True | False | False | False | False | True | False | True | False | False | False | True | True | False | False | True | False | False | False | False | True | False |
| 6 | 26 | 35000 | 4 | 4.0 | 108160 | 0.32 | 18.39 | 1 | 30.0 | 1311.0 | 8547.0 | 33.0 | 3.0 | True | False | False | False | True | False | False | False | False | False | True | False | True | False | True | False | False | True | False | False | True | False | False | False | False | True | False |
| 7 | 23 | 35000 | 4 | 2.0 | 115000 | 0.30 | 7.90 | 0 | 48.0 | 1570.0 | 2436.0 | 29.0 | 2.0 | True | False | False | False | True | False | False | False | False | False | True | False | True | True | False | False | False | True | False | True | False | False | False | False | False | True | False |
| 8 | 23 | 30000 | 3 | 7.0 | 500000 | 0.06 | 10.65 | 0 | 37.0 | 1348.0 | 4234.0 | 27.0 | 4.0 | False | True | False | False | False | False | False | True | False | False | True | False | True | False | True | False | False | True | False | False | True | True | False | False | False | False | False |
| 9 | 23 | 35000 | 4 | 0.0 | 120000 | 0.29 | 7.90 | 0 | 36.0 | 1671.0 | 30367.0 | 27.0 | 4.0 | True | False | False | False | True | False | False | False | False | False | True | False | True | False | False | False | True | True | False | False | True | False | False | True | False | False | False |
| edad | importe_solicitado | duracion_credito | antiguedad_empleado | ingresos | pct_ingreso | tasa_interes | estado_credito | antiguedad_cliente | gastos_ult_12m | limite_credito_tc | operaciones_ult_12m | personas_a_cargo | situacion_vivienda_ALQUILER | situacion_vivienda_HIPOTECA | situacion_vivienda_OTROS | situacion_vivienda_PROPIA | objetivo_credito_EDUCACIÓN | objetivo_credito_INVERSIONES | objetivo_credito_MEJORAS_HOGAR | objetivo_credito_PAGO_DEUDAS | objetivo_credito_PERSONAL | objetivo_credito_SALUD | falta_pago_N | falta_pago_Y | regla_duracion_pct_ok | estado_civil_CASADO | estado_civil_DESCONOCIDO | estado_civil_DIVORCIADO | estado_civil_SOLTERO | estado_cliente_ACTIVO | estado_cliente_PASIVO | genero_F | genero_M | nivel_educativo_DESCONOCIDO | nivel_educativo_POSGRADO_COMPLETO | nivel_educativo_POSGRADO_INCOMPLETO | nivel_educativo_SECUNDARIO_COMPLETO | nivel_educativo_UNIVERSITARIO_COMPLETO | nivel_educativo_UNIVERSITARIO_INCOMPLETO | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 6717 | 22 | 19750 | 3 | 3.0 | 59000 | 0.33 | 14.11 | 1 | 39.0 | 10468.0 | 17504.0 | 66.0 | 4.0 | False | True | False | False | False | False | False | True | False | False | False | True | True | False | False | True | False | False | True | False | True | False | False | False | False | True | False |
| 6718 | 25 | 9500 | 4 | 2.0 | 57000 | 0.17 | 6.17 | 0 | 36.0 | 16628.0 | 5639.0 | 109.0 | 1.0 | True | False | False | False | True | False | False | False | False | False | True | False | True | False | False | False | True | True | False | False | True | False | False | False | False | False | True |
| 6719 | 25 | 9500 | 4 | 1.0 | 57000 | 0.17 | 12.53 | 0 | 36.0 | 15354.0 | 13187.0 | 112.0 | 5.0 | True | False | False | False | False | False | True | False | False | False | True | False | True | False | False | False | True | True | False | False | True | False | False | False | False | False | True |
| 6720 | 22 | 9000 | 3 | 4.0 | 65000 | 0.14 | 9.63 | 0 | 34.0 | 15577.0 | 13940.0 | 114.0 | 1.0 | False | True | False | False | True | False | False | False | False | False | True | False | True | False | False | False | True | True | False | False | True | False | False | False | True | False | False |
| 6721 | 25 | 9500 | 3 | 2.0 | 68000 | 0.14 | 7.14 | 0 | 40.0 | 15476.0 | 4003.0 | 117.0 | 2.0 | True | False | False | False | False | False | False | True | False | False | True | False | True | False | False | False | True | True | False | False | True | False | False | False | False | True | False |
| 6722 | 24 | 9500 | 3 | 4.0 | 58650 | 0.14 | 16.49 | 1 | 25.0 | 8764.0 | 4277.0 | 69.0 | 2.0 | True | False | False | False | False | False | False | False | False | True | True | False | True | False | False | True | False | False | True | False | True | True | False | False | False | False | False |
| 6723 | 22 | 9500 | 4 | 1.0 | 69000 | 0.14 | 15.33 | 1 | 20.0 | 9338.0 | 34516.0 | 73.0 | 2.0 | True | False | False | False | False | False | True | False | False | False | False | True | True | True | False | False | False | False | True | False | True | False | False | False | False | False | True |
| 6724 | 25 | 7000 | 4 | 9.0 | 65000 | 0.11 | 11.66 | 0 | 36.0 | 10310.0 | 9959.0 | 63.0 | 1.0 | False | False | False | True | False | False | False | False | True | False | False | True | True | False | True | False | False | False | True | False | True | True | False | False | False | False | False |
| 6725 | 22 | 9575 | 3 | 1.0 | 43000 | 0.22 | 6.62 | 0 | 36.0 | 8395.0 | 5281.0 | 62.0 | 2.0 | True | False | False | False | False | False | False | True | False | False | True | False | True | False | True | False | False | False | True | False | True | False | False | False | False | True | False |
| 6726 | 24 | 3600 | 4 | 8.0 | 65004 | 0.06 | 13.49 | 0 | 47.0 | 6009.0 | 14657.0 | 53.0 | 3.0 | False | True | False | False | False | False | True | False | False | False | False | True | True | False | False | False | True | False | True | True | False | False | False | False | False | False | True |